**docs(guides): add service identification guide**
- Created `service-identification.md` in `docs/guides`: - Detailed guidelines on how services should identify themselves within Brainy. - Documented two identification methods: default service initialization and operation-specific service naming. - Included service name conventions and common examples (`github`, `reddit`, `default`). - Described benefits of proper service identification: - Enhanced statistics tracking and JSON field discovery by service. - Provided best practices for consistent and descriptive service naming. - Explained internal implementation details, such as `getServiceName` usage and statistic tracking. **Purpose**: Help users properly identify services to enable statistics tracking, field discovery, and improved data management in Brainy.
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docs/guides/service-identification.md
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docs/guides/service-identification.md
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# Service Identification Guide
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## Overview
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This guide explains how services should identify themselves when adding, updating, or deleting data in Brainy. Proper service identification is important for:
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1. **Statistics tracking**: Brainy tracks statistics by service, allowing you to see how much data each service has contributed.
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2. **JSON field discovery**: Brainy tracks field names in JSON documents by service, allowing you to discover what fields are available from different services.
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## How to Identify Your Service
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### Option 1: Specify a Default Service During Initialization
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The simplest approach is to specify a default service name when initializing Brainy:
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```javascript
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// Initialize Brainy with a default service name
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const brainyData = new BrainyData({
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defaultService: 'my-service-name'
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});
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// All operations will automatically use the default service name
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await brainyData.add(data, metadata);
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await brainyData.updateMetadata(id, newMetadata);
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await brainyData.delete(id);
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```
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This approach ensures that all operations use the same service name without having to specify it for each operation.
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### Option 2: Specify Service Name for Each Operation
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Alternatively, you can specify the service name for each operation:
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```javascript
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// Adding data with service identification
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const id = await brainyData.add(data, metadata, {
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service: 'my-service-name'
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});
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// Updating metadata with service identification
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await brainyData.updateMetadata(id, newMetadata, {
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service: 'my-service-name'
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});
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// Deleting data with service identification
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await brainyData.delete(id, {
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service: 'my-service-name'
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});
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```
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This approach gives you more flexibility if you need to use different service names for different operations.
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## Service Name Conventions
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Service names should be:
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- Lowercase
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- Hyphen-separated (e.g., `github-api`, `bluesky-feed`)
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- Descriptive of the data source or service
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- Consistent across all operations from the same service
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Common service names used in Brainy include:
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- `github`
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- `bluesky`
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- `reddit`
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- `twitter`
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- `google`
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- `default` (used when no service is specified)
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## How Service Identification Works
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Internally, Brainy uses the `getServiceName` helper method to determine the service name:
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1. If a `service` parameter is provided in the options object, that value is used.
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2. If no `service` parameter is provided, Brainy uses the default service name specified during initialization.
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3. If no default service was specified, `'default'` is used.
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## Benefits of Proper Service Identification
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### Statistics Tracking
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With proper service identification, you can see statistics broken down by service:
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```javascript
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const stats = await brainyData.getStatistics();
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console.log('Noun count by service:');
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console.log(stats.nounCount);
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console.log('Metadata count by service:');
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console.log(stats.metadataCount);
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```
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Example output:
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```
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Noun count by service:
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{
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"github": 1250,
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"bluesky": 843,
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"reddit": 567,
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"default": 122
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}
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```
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### Field Name Discovery
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You can discover what fields are available from different services:
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```javascript
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const fieldNames = await brainyData.getAvailableFieldNames();
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console.log(fieldNames);
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```
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Example output:
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```
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{
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"github": ["repository.name", "repository.description", "user.login", "issue.title", ...],
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"bluesky": ["post.text", "user.handle", "user.displayName", ...],
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"reddit": ["title", "selftext", "author.name", "subreddit.name", ...]
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}
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```
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### Standard Field Mappings
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You can use standard field mappings to search consistently across different services:
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```javascript
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// Get standard field mappings
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const standardFieldMappings = await brainyData.getStandardFieldMappings();
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console.log(standardFieldMappings);
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// Search using standard fields
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const results = await brainyData.searchByStandardField("title", "climate change", 10);
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```
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## Best Practices
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1. **Specify a default service name during initialization** for simplicity and consistency.
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2. **Override the default service name** only when necessary for specific operations.
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3. **Use consistent service names** across all operations from the same service.
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4. **Use descriptive service names** that identify the data source.
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5. **Document the field names** used by your service to help users understand what fields are available for searching.
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## Implementation Details
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Service identification is implemented through:
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1. The `getServiceName` helper method in `BrainyData` class
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2. The `trackFieldNames` method in `StorageAdapter` interface
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3. The `incrementStatistic` and `decrementStatistic` methods in `StorageAdapter` interface
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These methods ensure that statistics and field names are properly tracked by service.
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@ -55,6 +55,13 @@ export interface BrainyDataConfig {
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*/
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hnsw?: Partial<HNSWOptimizedConfig>
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/**
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* Default service name to use for all operations
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* When specified, this service name will be used for all operations
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* that don't explicitly provide a service name
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*/
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defaultService?: string
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/**
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* Distance function to use for similarity calculations
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*/
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@ -344,6 +351,7 @@ export class BrainyData<T = any> implements BrainyDataInterface<T> {
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private useOptimizedIndex: boolean = false
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private _dimensions: number
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private loggingConfig: BrainyDataConfig['logging'] = { verbose: true }
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private defaultService: string = 'default'
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// Timeout and retry configuration
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private timeoutConfig: BrainyDataConfig['timeouts'] = {}
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@ -455,6 +463,11 @@ export class BrainyData<T = any> implements BrainyDataInterface<T> {
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throw new Error('Database cannot be both read-only and write-only')
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}
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// Set default service name if provided
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if (config.defaultService) {
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this.defaultService = config.defaultService
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}
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// Store storage configuration for later use in init()
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this.storageConfig = config.storage || {}
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@ -873,7 +886,7 @@ export class BrainyData<T = any> implements BrainyDataInterface<T> {
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}
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/**
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* Get the service name from options or fallback to current augmentation
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* Get the service name from options or fallback to default service
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* This provides a consistent way to handle service names across all methods
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* @param options Options object that may contain a service property
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* @returns The service name to use for operations
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@ -882,7 +895,9 @@ export class BrainyData<T = any> implements BrainyDataInterface<T> {
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if (options?.service) {
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return options.service
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}
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return this.getCurrentAugmentation()
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// Use the default service name specified during initialization
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// This simplifies service identification by allowing it to be specified once
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return this.defaultService
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}
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/**
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@ -2377,7 +2392,7 @@ export class BrainyData<T = any> implements BrainyDataInterface<T> {
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}
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// Get the service that's updating the metadata
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const service = options.service || this.getCurrentAugmentation()
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const service = this.getServiceName(options)
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const graphNoun = metadata as unknown as GraphNoun
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// Preserve existing createdBy and createdAt if they exist
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@ -2424,7 +2439,7 @@ export class BrainyData<T = any> implements BrainyDataInterface<T> {
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await this.storage!.saveMetadata(id, metadata)
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// Track metadata statistics
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const service = options.service || this.getCurrentAugmentation()
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const service = this.getServiceName(options)
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await this.storage!.incrementStatistic('metadata', service)
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return true
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@ -2534,7 +2549,7 @@ export class BrainyData<T = any> implements BrainyDataInterface<T> {
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const placeholderVector = new Array(this._dimensions).fill(0)
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// Add metadata if provided
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const service = options.service || this.getCurrentAugmentation()
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const service = this.getServiceName(options)
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const now = new Date()
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const timestamp = {
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seconds: Math.floor(now.getTime() / 1000),
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@ -2576,7 +2591,7 @@ export class BrainyData<T = any> implements BrainyDataInterface<T> {
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const placeholderVector = new Array(this._dimensions).fill(0)
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// Add metadata if provided
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const service = options.service || this.getCurrentAugmentation()
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const service = this.getServiceName(options)
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const now = new Date()
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const timestamp = {
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seconds: Math.floor(now.getTime() / 1000),
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@ -2685,7 +2700,7 @@ export class BrainyData<T = any> implements BrainyDataInterface<T> {
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// Note: We're no longer validating against VerbType enum to allow custom relationship types
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// Get service name from options or current augmentation
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const service = options.service || this.getCurrentAugmentation()
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const service = this.getServiceName(options)
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// Create timestamp for creation/update time
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const now = new Date()
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@ -3271,6 +3286,78 @@ export class BrainyData<T = any> implements BrainyDataInterface<T> {
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}
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}
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/**
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* Calculate similarity between two vectors or between two pieces of text/data
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* This method allows clients to directly calculate similarity scores between items
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* without needing to add them to the database
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*
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* @param a First vector or text/data to compare
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* @param b Second vector or text/data to compare
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* @param options Additional options
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* @returns A promise that resolves to the similarity score (higher means more similar)
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*/
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public async calculateSimilarity(
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a: Vector | string | string[],
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b: Vector | string | string[],
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options: {
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forceEmbed?: boolean // Force using the embedding function even if input is a vector
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distanceFunction?: DistanceFunction // Optional custom distance function
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} = {}
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): Promise<number> {
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await this.ensureInitialized()
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try {
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// Convert inputs to vectors if needed
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let vectorA: Vector
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let vectorB: Vector
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// Process first input
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if (
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Array.isArray(a) &&
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a.every((item) => typeof item === 'number') &&
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!options.forceEmbed
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) {
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// Input is already a vector
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vectorA = a
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} else {
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// Input needs to be vectorized
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try {
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vectorA = await this.embeddingFunction(a)
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} catch (embedError) {
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throw new Error(`Failed to vectorize first input: ${embedError}`)
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}
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}
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// Process second input
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if (
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Array.isArray(b) &&
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b.every((item) => typeof item === 'number') &&
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!options.forceEmbed
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) {
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// Input is already a vector
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vectorB = b
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} else {
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// Input needs to be vectorized
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try {
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vectorB = await this.embeddingFunction(b)
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} catch (embedError) {
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throw new Error(`Failed to vectorize second input: ${embedError}`)
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}
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}
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// Calculate distance using the specified or default distance function
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const distanceFunction = options.distanceFunction || this.distanceFunction
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const distance = distanceFunction(vectorA, vectorB)
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// Convert distance to similarity score (1 - distance for cosine)
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// Higher value means more similar
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return 1 - distance
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} catch (error) {
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console.error('Failed to calculate similarity:', error)
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throw new Error(`Failed to calculate similarity: ${error}`)
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}
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}
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/**
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* Search for verbs by type and/or vector similarity
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* @param queryVectorOrData Query vector or data to search for
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